Easy to use JSON serialization and update/create for Flask and SQLAlchemey.
Project description
flask-serialize
DB Model JSON serialization with PUT, POST write for Flask applications using SQLAlchemy
Installation
pip install flask-serialize
Simple and quick to get going in two steps.
.1. Import and add the FlaskSerializeMixin mixin to a model:
from flask_serialize import FlaskSerialize
# create a flask-serialize mixin instance from
# the factory method `FlaskSerialize`
fs_mixin = FlaskSerialize(db)
class Item(db.Model, fs_mixin):
id = db.Column(db.Integer, primary_key=True)
# other fields ...
.2. Configure the route with the do all mixin method:
@app.route('/item/<int:item_id>')
@app.route('/items')
def items(item_id=None):
return Item.get_delete_put_post(item_id)
.3. Done! Returns JSON as a single item or a list with only a single route.
Flask-serialize is intended for joining a Flask SQLAlchemy Python backend with a JavaScript Web client. It allows read JSON serialization from the db and easy to use write back of models using PUT and POST.
4 times faster than marshmallow for simple dict serialization.
It is not suitable for two way serialization. Use marshmallow or similar for more complicated systems.
Example:
Model setup:
# example database model
from flask_serialize import FlaskSerialize
# required to set class var db for writing to a database
from app import db
fs_mixin = FlaskSerialize(db)
class Setting(fs_mixin, db.Model):
id = db.Column(db.Integer, primary_key=True)
setting_type = db.Column(db.String(120), index=True, default='misc')
key = db.Column(db.String(120), index=True)
value = db.Column(db.String(30000), default='')
active = db.Column(db.String(1), default='y')
created = db.Column(db.DateTime, default=datetime.utcnow)
updated = db.Column(db.DateTime, default=datetime.utcnow)
# serializer fields
create_fields = update_fields = ['setting_type', 'value', 'key', 'active']
# checks if Flask-Serialize can delete
def can_delete(self):
if self.value == '1234':
raise Exception('Deletion not allowed. Magic value!')
# checks if Flask-Serialize can create/update
def verify(self, create=False):
if len(self.key or '') < 1:
raise Exception('Missing key')
if len(self.setting_type or '') < 1:
raise Exception('Missing setting type')
def __repr__(self):
return '<Setting %r %r %r>' % (self.id, self.setting_type, self.value)
Routes setup:
Get a single item as json.
@app.route('/get_setting/<item_id>', methods=['GET'])
def get_setting( item_id ):
return Setting.get_delete_put_post(item_id)
Returns a Flask response with a json object, example:
{id:1, value: "hello"}
Put an update to a single item as json.
@app.route('/update_setting/<item_id>', methods=['PUT'])
def update_setting( item_id ):
return Setting.get_delete_put_post(item_id)
Returns a Flask response with the result as a json object:
{message: "success message"}
Delete a single item.
@app.route('/delete_setting/<item_id>', methods=['DELETE'])
def delete_setting( item_id ):
return Setting.get_delete_put_post(item_id)
Returns a Flask response with the result and item deleted as a json response:
{message: "success message", item: {"id":5, name: "gone"}}
Get all items as a json list.
@app.route('/get_setting_all', methods=['GET'])
def get_setting_all():
return Setting.get_delete_put_post()
Returns a Flask response with a list of json objects, example:
[{id:1, value: "hello"},{id:2, value: "there"},{id:3, value: "programmer"}]
All of: get-all, get, put, post, and delete can be combined in one route.
@app.route('/setting/<int:item_id>', methods=['GET', 'PUT', 'DELETE', 'POST'])
@app.route('/setting', methods=['GET', 'POST'])
def route_setting_all(item_id=None):
return Setting.get_delete_put_post(item_id)
Updating from a json object in the flask put request
JQuery example:
function put(setting_id) {
return $.ajax({
url: `/update_setting/${setting_id}`,
method: 'PUT',
contentType: "application/json",
data: {setting_type:"x",value:"100"},
}).then(response => {
alert("OK:"+response.message);
}).fail((xhr, textStatus, errorThrown) => {
alert(`Error: ${xhr.responseText}`);
});
}
}
Flask route:
@app.route('/update_setting/<int:item_id>', methods=['PUT'])
def update_setting(item_id):
return Setting.get_delete_put_post(item_id)
Create or update from a WTF form:
@app.route('/setting_edit/<int:item_id>', methods=['POST'])
@app.route('/setting_add', methods=['POST'])
def setting_edit(item_id=None):
if item_id:
item = Setting.query.get_or_404(item_id)
else:
item = {}
form = EditForm(obj=item)
if form.validate_on_submit():
if item_id:
try:
item.request_update_form()
flash('Your changes have been saved.')
except Exception as e:
flash(str(e), category='danger')
return redirect(url_for('setting_edit', item_id=item_id))
else:
try:
new_item = Setting.request_create_form()
flash('Setting created.')
return redirect(url_for('setting_edit', item_id=new_item.id))
except Exception as e:
flash('Error creating item: ' + str(e))
return render_template(
'setting_edit.html',
item=item,
title='Edit or Create item',
form=form
)
Create a child database object:
Using POST.
As example: add a Stat object to a Survey object using the request_create_form convenience method. The foreign key to the parent Survey is provided as a kwargs parameter to the method.
@app.route('/stat/<int:survey_id>', methods=['POST'])
def stat_add(survey_id=None):
survey = Survey.query.get_or_404(survey_id)
return Stat.request_create_form(survey_id=survey.id).as_dict
Using get_delete_put_post.
As example: add a Stat object to a Survey object using the get_delete_put_post convenience method. The foreign key to the parent Survey is provided in the form data as survey_id. create_fields list must then include survey_id as the foreign key field to be set.
<form>
<input type="hidden" name="survey_id" value="56">
<input name="value">
</form>
@app.route('/stat/', methods=['POST'])
def stat_add():
return Stat.get_delete_put_post()
Writing and creating
When using any of the convenience methods to update, create or delete an object. These properties and methods control how flask-serialize handles the operation.
Updating from a form or json
def request_update_json():
"""
Update an item from request json data or PUT params, probably from a PUT or PATCH.
Throws exception if not valid
:return: True if item updated
"""
Example. To update a Message object using a GET, call this method with the parameters to update as request arguments. ie:
/update_message/12/?body=hello&subject=something
@route('/update_message/<int:message_id>/')
def update_message(message_id)
message = Message.get_by_user_or_404(message_id, user=current_user)
if message.request_update_json():
return 'Updated'
def request_update_json():
"""
Update an item from request json data or PUT params, probably from a PUT or PATCH.
Throws exception if not valid
:return: True if item updated
"""
Example. To update a Message using a POST, call this method with the parameters to update as request arguments. ie:
/update_message/12/
form data {body=”hello”, subject=”something”}
@route('/update_message/<int:message_id>/', methods=['POST'])
def update_message(message_id)
message = Message.get_by_user_or_404(message_id, user=current_user)
if message.request_update_form():
return 'Updated'
Verify write and create
def verify(self, create=False):
"""
raise exception if item is not valid for put/patch/post
:param: create - True if verification is for a new item
"""
Override the mixin verify method to provide control and verification when updating and creating model items. Simply raise an exception when there is a problem. You can also modify self data before writing. See model example.
Delete
def can_delete(self):
"""
raise exception if item cannot be deleted
"""
Override the mixin can_delete to provide control over when an item can be deleted. Simply raise an exception when there is a problem. By default can_delete calls can_update unless overridden. See model example.
can_update
def can_update(self):
"""
raise exception if item cannot be updated
"""
Override the mixin can_update to provide control over when an item can be updated. Simply raise an exception when there is a problem or return False. By default can_update uses the result from can_access unless overridden.
can_access
def can_access(self):
"""
return False if item can't be accessed
"""
Override the mixin can_access to provide control over when an item can be read or accessed. Return False to exclude from results.
Private fields
Fields can be made private for certain reasons by overriding the fs_private_field method and returning True if the field is to be private.
Example:
To exclude private fields when a user is not the admin.
def fs_private_field(self, field_name):
if not is_admin_user() and field_name.upper().startswith('PRIVATE_'):
return True
return False
update_fields
List of model fields to be read from a form or JSON when updating an object. Normally admin fields such as login_counts or security fields are excluded. Do not put foreign keys or primary keys here. By default, when update_fields is empty all Model fields can be updated.
update_fields = []
update_properties
When returning a success result from a put or post update, a dict composed of the property values from the update_properties list is returned as “properties”.
Example return JSON:
class ExampleModel(db.Model, FlaskSerializeMixin):
head_size = db.Column(db.Integer())
ear_width = db.Column(db.Integer())
update_fields = ['head_size', 'ear_width']
update_properties = ['hat_size']
@property
def hat_size(self):
return self.head_size * self.ear_width
// result update return message
{message: "Updated", properties: {hat_size: 45.67} }
This can be used to communicate from the model on the server to the JavaScript code interesting things from updates
create_fields
List of model fields to be read from a form or json when creating an object. Can be the specified as either ‘text’ or the field. Do not put primary keys here. Do not put foreign keys here if using SQLAlchemy child insertion. This is usually the same as update_fields. When create_fields is empty all column fields can be inserted.
Used by these methods:
request_create_form
get_delete_put_post
create_fields = []
Example:
class Setting(fs_mixin, FormPageMixin, db.Model):
id = db.Column(db.Integer, primary_key=True)
setting_type = db.Column(db.String(120), index=True, default='misc')
private = db.Column(db.String(3000), default='secret')
value = db.Column(db.String(3000), default='')
create_fields = [setting_type, 'value']
Update DateTime fields specification
The class methods: request_update_form, request_create_form, request_update_json will automatically stamp your model’s timestamp fields using the update_timestamp class method.
timestamp_fields is a list of fields on the model to be set when updating or creating with the value of datetime.datetime.utcnow(). The default field names to update are: [‘timestamp’, ‘updated’].
Example:
class ExampleModel(db.Model, FlaskSerializeMixin):
# ....
modified = db.Column(db.DateTime, default=datetime.utcnow)
timestamp_fields = ['modified']
Override the timestamp default of utcnow() by replacing the timestamp_stamper class property with your own. Example:
class ExampleModel(db.Model, FlaskSerializeMixin):
# ....
timestamp_stamper = datetime.datetime.now
Filtering and sorting
Exclude fields
List of model field names to not serialize at all.
exclude_serialize_fields = []
List of model field names to not serialize when return as json.
exclude_json_serialize_fields = []
Filtering json list results
Json result lists can be filtered by using the prop_filters on either the get_delete_put_post method or the json_list method.
The filter consists of one or more properties in the json result and the value that it must match. Filter items will match against the first prop_filter property to exactly equal the value.
NOTE: The filter is not applied with PUT, single GET or DELETE.
Example to only return dogs:
result = get_delete_put_post(prop_filters = {'key':'dogs'})
Sorting json list results
Json result lists can be sorted by using the order_by_field or the order_by_field_desc properties. The results are sorted after the query is converted to JSON. As such you can use any property from a class to sort. To sort by id ascending use this example:
order_by_field = 'id'
Filtering query results using can_access and user.
The query_by_access method can be used to filter a SQLAlchemy result set so that the user property and can_access method are used to restrict to allowable items.
Example:
result_list = Setting.query_by_access(user='Andrew', setting_type='test')
Any keyword can be supplied after user to be passed to filter_by method of query.
Relationships list of property names that are to be included in serialization
relationship_fields = []
In default operation relationships in models are not serialized. Add any relationship property name here to be included in serialization. NOTE: take care to not include circular relationships. Flask-Serialize does not check for circular relationships.
Serialization converters
There are three built in converters to convert data from the database to a good format for serialization:
DATETIME - Removes the fractional second part and makes it a string
PROPERTY - Enumerates and returns model added properties
RELATIONSHIP - Deals with children model items.
Set one of these to None or a value to remove or replace it’s behaviour.
Adding and overriding converter behaviour
Add values to the class property:
column_type_converters = {}
Where the key is the column type name of the database column and the value is a method to provide the conversion.
Example:
To convert VARCHAR(100) to a string:
column_type_converters['VARCHAR(100)'] = lambda v: str(v)
To change DATETIME conversion behaviour, either change the DATETIME column_type_converter or override the to_date_short method of the mixin. Example:
import time
class Model(db.model, FlaskSerializeMixin):
# ...
# ...
def to_date_short(self, date_value):
"""
convert a datetime.datetime type to
a unix like milliseconds since epoch
:param date_value: datetime.datetime {object}
:return: number
"""
if not date_value:
return 0
return int(time.mktime(date_value.timetuple())) * 1000
Conversion types when writing to database during update and create
Add or replace to db conversion methods by using a list of dicts that specify conversions for SQLAlchemy columns.
Default is:
convert_types = [{'type': bool, 'method': lambda v: 'y' if v else 'n'}]
type: a python object type
method: a lambda or method to provide the conversion to a database acceptable value.
First the correct conversion will be attempted to be determined from the type of the updated or new field value. Then, an introspection from the destination column type will be used to get the correct value converter type.
@property values are converted using the property_converter class method. Override or extend it for unexpected types.
Notes:
The order of convert types will have an effect. For example Python boolean type is derived from an int. Make sure boolean appears in the list before any int convert type.
To undertake a more specific column conversion use the verify method to explicitly set the class instance value. The verify method is always called before a create or update to the database.
When converting values from query strings or form values the type will always be str.
To add or modify values from a Flask request object before they are applied to the instance use the before_update hook. verify is called after before_update.
Mixin Helper methods and properties
get_delete_put_post(item_id, user, prop_filters)
Put, get, delete, post and get-all magic method handler.
item_id: the primary key of the item - if none and method is ‘GET’ returns all items
user: user to user as query filter.
prop_filters: dictionary of key:value pairs to limit results when returning get-all.
Method |
Operation |
Response |
---|---|---|
GET |
returns one item when item_id is a primary key. |
{property1:value1,property2:value2,…} |
GET |
returns all items when item_id is None. |
[{item1},{item2},…] |
PUT |
updates item using item_id as the id from request json data. Calls the model verify before updating. Returns new item as {item} |
{message:message,item:{model_fields,…},properties:{update_properties}} |
DELETE |
removes the item with primary key of item_id if self.can_delete does not throw an error. Returns the item removed. Calls can_delete before delete. |
{property1:value1,property2:value2,…} |
POST |
creates and returns a Flask response with a new item as json from form body data or JSON body data when item_id is None. Calls the model verify method before creating. |
{property1:value1,property2:value2,…} |
POST |
updates an item from form data using item_id. Calls the model verify method before updating. |
{message:message,item:{model_fields,…},properties:{update_properties}} |
On error returns a response of ‘error message’ with http status code of 400.
Set the user parameter to restrict a certain user. By default uses the relationship of user. Set another relationship field by setting the fs_user_field to the name of the relationship.
Prop filters is a dictionary of property name:value pairs. Ie: {‘group’: ‘admin’} to restrict list to the admin group. Properties or database fields can be used as the property name.
as_dict
@property
def as_dict(self):
"""
the sql object as a dict without the excluded fields
:return: dict
"""
as_json
@property
def as_json(self):
"""
the sql object as a json object without the excluded dict and json fields
:return: json object
"""
before_update(cls, data_dict)
def before_update(cls, data_dict):
"""
param: data_dict: a dictionary of new data to apply to the item
return: the new data_dict to use when updating
"""
Hook to call before any of update_from_dict, request_update_form, request_update_json is called so that you may alter or add update values before the item is written to self in preparation for update to db. NOTE: copy data_dict to a normal dict as it may be an Immutable type from the request object.
Example, make sure active is ‘n’ if no value from a request.
def before_update(self, data_dict):
d = dict(data_dict)
d['active'] = d.get('active', 'n')
return d
dict_list(cls, query_result)
def dict_list(cls, query_result):
"""
return a list of dictionary objects from the sql query result
:param query_result: sql alchemy query result
:return: list of dict objects
"""
json_list(query_result)
Return a flask response in json list format from a sql alchemy query result.
@classmethod
def json_list(cls, query_result):
"""
return a list in json format from the query_result
:param query_result: sql alchemy query result
:return: flask response with json list of results
"""
Example:
@bp.route('/address/list', methods=['GET'])
@login_required
def address_list():
items = Address.query.filter_by(user=current_user)
return Address.json_list(items)
json_filter_by(kw_args)
Return a flask list response in json format using a filter_by query.
@classmethod
def json_filter_by(cls, **kwargs):
"""
return a list in json format using the filter_by arguments
:param kwargs: SQLAlchemy query.filter_by arguments
:return: flask response with json list of results
"""
Example:
@bp.route('/address/list', methods=['GET'])
@login_required
def address_list():
return Address.filter_by(user=current_user)
json_first(kwargs)
Return the first result in json format using filter_by arguments.
Example:
@bp.route('/score/<course>', methods=['GET'])
@login_required
def score(course):
return Score.json_first(class_name=course)
previous_field_value
A dictionary of the previous field values before an update is applied from a dict, form or json update operation. Helpful in the verify method to see if field values are to be changed.
Example:
def verify(self, create=False):
previous_value = self.previous_field_value.get('value')
if previous_value != self.value:
current_app.logger.warning(f'value is changing from {previous_value}')
request_create_form(kwargs)
Use the contents of a Flask request form or request json data to create a item in the database. Calls verify(create=True). Returns the new item or throws error. Use kwargs to set the object properties of the newly created item.
Example:
Create a score item with the parent being a course.
@bp.route('/score/<course_id>', methods=['POST'])
@login_required
def score(course_id):
course = Course.query.get_or_404(course_id)
return Score.request_create_form(course_id=course.id).as_dict
request_update_form()
Use the contents of a Flask request form or request json data to update an item in the database. Calls verify(). Returns True on success.
Example:
Update a score item.
/score/6?value=23.4
@bp.route('/score/<int:score_id>', methods=['PUT'])
@login_required
def score(score_id):
score = Score.query.get_or_404(score_id)
if Score.request_update_form():
return 'ok'
else:
return 'update failed'
FormPageMixin
Easily add WTF form page handling by including the FormPageMixin.
Example:
from flask_serialize.form_page import FormPageMixin
class Setting(FlaskSerializeMixin, FormPageMixin, db.Model):
# ....
This provides a method and class properties to quickly add a standard way of dealing with WTF forms on a Flask page.
form_page(cls, item_id=None)
Do all the work for creating and editing items using a template and a wtf form.
Prerequisites.
Setup the class properties to use your form items.
Property |
Usage |
---|---|
form_page_form |
Required. WTForm Class name |
form_page_route_create |
Required. Name of the method to redirect after create, uses: url_for(cls.form_route_create, item_id=id) |
form_page_route_update |
Required. Name of the method to redirect after updating, uses: url_for(cls.form_route_update, item_id=id) |
form_page_template |
Required. Location of the template file to allow edit/add |
form_page_update_format |
Format string to format flash message after update. item (the model instance) is passed as the only parameter. Set to ‘’ or None to suppress flash. |
form_page_create_format |
Format string to format flash message after create. item (the model instance) is passed as the only parameter. Set to ‘’ or None to suppress flash. |
form_page_update_title_format |
Format string to format title template value when editing. item (the model instance) is passed as the only parameter. |
form_page_create_title_format |
Format string to format title template value when creating. cls (the model class) is passed as the only parameter. |
The routes must use item_id as the parameter for editing. Use no parameter when creating.
Example:
To allow the Setting class to use a template and WTForm to create and edit items. In this example after create the index page is loaded, using the method page_index. After update, the same page is reloaded with the new item values in the form.
Add these property overrides to the Setting Class.
# form_page
form_page_form = EditForm
form_page_route_update = 'route_setting_form'
form_page_route_create = 'page_index'
form_page_template = 'setting_edit.html'
form_page_new_title_format = 'New Setting'
Add this form.
class EditForm(FlaskForm):
value = StringField('value')
Setup these routes.
@app.route('/setting_form_edit/<int:item_id>', methods=['POST', 'GET'])
@app.route('/setting_form_add', methods=['POST'])
def route_setting_form(item_id=None):
return Setting.form_page(item_id)
Template.
The template file needs to use WTForms to render the given form. form, item, item_id and title are passed as template variables.
Example to update using POST, NOTE: only POST and GET are supported by form submit:
<h3>{{title}}</h3>
<form method="POST" submit="{{url_for('route_setting_form', item_id=item.id)}}">
<input name="value" value="{{form.value.data}}">
<input type="submit">
</form>
Example to create using POST:
<h3>{{title}}</h3>
<form method="POST" submit="{{url_for('route_setting_form')}}">
<input name="value" value="{{form.value.data}}">
<input type="submit">
</form>
Release Notes
1.5.0 - Return item from POST/PUT updates. Allow create_fields and update_fields to be specified using the column fields. None values serialize as null/None. Restore previous update_properties behaviour. By default updates/creates using all fields. Exclude primary key from create and update.
1.4.2 - by default return all props with update_properties
1.4.1 - Add better exception message when db mixin property not set. Add FlaskSerialize factory method.
1.4.0 - Add fs_private_field method.
1.3.1 - Fix incorrect method signatures. Add query_by_access method.
1.3.0 - Add can_update and can_access methods for controlling update and access.
1.2.1 - Add support to change the user field name for get_put_post_delete user= parameter.
1.2.0 - Add support for decimal, numeric and clob. Treat all VARCHARS the same. Convert non-list relationship.
1.1.9 - Allow FlaskSerializeMixin to be converted when a property value.
1.1.8 - Move form_page to separate MixIn. Slight refactoring. Add support for complex type to db.
1.1.6 - Make sure all route returns use jsonify as required for older Flask versions. Add before_update hook.
1.1.5 - Add previous_field_value array that is set during update. Allows comparing new and previous values during verify.
1.1.4 - Fix doco typos and JavaScript examples. Add form_page method. Improve test and example apps. Remove Python 2, 3.4 testing and support.
1.1.3 - Fix duplicate db writes. Return item on delete. Remove obsolete code structures. Do not update with non-existent fields.
1.1.2 - Add 400 http status code for errors, remove error dict. Improve documentation.
1.1.0 - Suppress silly errors. Improve documentation.
1.0.9 - Add kwargs to request_create_form to pass Object props to be used when creating the Object instance
1.0.8 - Cache introspection to improve performance. All model definitions are cached after first use. It is no longer possible to alter model definitions dynamically.
1.0.7 - Add json request body support to post update.
1.0.5 - Allow sorting of json lists.
Licensing
Apache 2.0
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